%% This BibTeX bibliography file was created using BibDesk.
%% http://bibdesk.sourceforge.net/


%% Created for Sebastian Riedel at 2008-05-30 16:19:55 +0900 


%% Saved with string encoding Unicode (UTF-8) 


@comment{jabref-meta: selector_keywords:"Active Learning";"Information Extraction";Generative;HMM;Rule-Based;Statistical;Transfer;}


@string{aaai = {National Conference on Artificial Intelligence}}

@string{clarke = {James Clarke}}

@string{conll = {Annual Conference on Computational Natural Language Learning}}

@string{emnlp = {Annual Conference on Empirical Methods in Natural Language Processing}}

@string{hltnaacl = {Joint Human Language Technology Conference/Annual Meeting of the North American Chapter of the Association for Computational Linguistics}}

@string{icdm = {International Conference on Data Mining}}

@string{icml = {Annual International Conference on Machine Learning}}

@string{ilp = {Annual International Conference on Inductive Logic Programming}}

@string{kdd = {ACM SIGKDD International Conference on Knowledge Discovery and Data Mining}}

@string{nips = {Neural Information Processing Systems}}

@string{proc = {Proceedings of the }}

@string{procannual = {Proceedings of the annual }}

@string{riedel = {Sebastian Riedel}}

@string{stoc = {ACM Symposium on Theory of Computing}}

@string{uai = {Annual Conference on Uncertainty in AI}}


@inproceedings{toutanova05joint,
	Address = {Morristown, NJ, USA},
	Author = {Kristina Toutanova and Aria Haghighi and Christopher D. Manning},
	Booktitle = {ACL '05: Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics},
	Date-Added = {2008-05-30 16:19:29 +0900},
	Date-Modified = {2008-05-30 16:19:42 +0900},
	Doi = {http://dx.doi.org/10.3115/1219840.1219913},
	Location = {Ann Arbor, Michigan},
	Pages = {589--596},
	Publisher = {Association for Computational Linguistics},
	Title = {Joint learning improves semantic role labeling},
	Year = {2005},
	Bdsk-Url-1 = {http://dx.doi.org/10.3115/1219840.1219913},
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@inproceedings{pradhan05semantic,
	Address = {Morristown, NJ, USA},
	Author = {Sameer Pradhan and Wayne Ward and Kadri Hacioglu and James H. Martin and Daniel Jurafsky},
	Booktitle = {ACL '05: Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics},
	Date-Added = {2008-05-30 16:07:15 +0900},
	Date-Modified = {2008-05-30 16:07:32 +0900},
	Doi = {http://dx.doi.org/10.3115/1219840.1219912},
	Location = {Ann Arbor, Michigan},
	Pages = {581--588},
	Publisher = {Association for Computational Linguistics},
	Title = {Semantic role labeling using different syntactic views},
	Year = {2005},
	Bdsk-Url-1 = {http://dx.doi.org/10.3115/1219840.1219912},
	Bdsk-File-1 = {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}}

@inproceedings{cohen05stacked,
	Author = {William W. Cohen and Vitor R. Carvalho},
	Bib2Html_Dl_Pdf = {http://www.cs.cmu.edu/~vitor/publications/papers/cohen05ijcai.pdf},
	Booktitle = {Proceedings of the IJCAI 2005},
	Date-Added = {2008-05-30 15:53:55 +0900},
	Date-Modified = {2008-05-30 15:54:02 +0900},
	Title = {Stacked Sequential Learning},
	Year = 2005,
	Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNEHCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhdGjSDRobHFdOUy5kYXRhgAVPEQGsAAAAAAGsAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAAAADAaxeHSCsAAAAPFHoVYWlzdGF0LTIwMDQtc3RhY2sucGRmAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAByi6cRl0wVQREYgQ0FSTwACAAMAAAkgAAAAAAAAAAAAAAAAAAAABlBhcGVycwAQAAgAAMBqmPcAAAARAAgAAMRlVHUAAAABABAADxR6AA8UNgAPA3YAAGiFAAIAQ01hY2ludG9zaCBIRDpVc2VyczpzZWJhc3RpYW46RG9jdW1lbnRzOlBhcGVyczphaXN0YXQtMjAwNC1zdGFjay5wZGYAAA4ALAAVAGEAaQBzAHQAYQB0AC0AMgAwADAANAAtAHMAdABhAGMAawAuAHAAZABmAA8AGgAMAE0AYQBjAGkAbgB0AG8AcwBoACAASABEABIANlVzZXJzL3NlYmFzdGlhbi9Eb2N1bWVudHMvUGFwZXJzL2Fpc3RhdC0yMDA0LXN0YWNrLnBkZgATAAEvAAAVAAIAEP//AADSHh8gIVgkY2xhc3Nlc1okY2xhc3NuYW1loyEiI11OU011dGFibGVEYXRhVk5TRGF0YVhOU09iamVjdF8QLC4uLy4uL0RvY3VtZW50cy9QYXBlcnMvYWlzdGF0LTIwMDQtc3RhY2sucGRm0h4fJieiJyNcTlNEaWN0aW9uYXJ5AAgAEQAaAB8AKQAyADcAOgA/AEEAUwBcAGIAaQBwAHgAgwCFAIgAigCMAI8AkQCTAJ0AqgCvALcAuQJpAm4CdwKCAoYClAKbAqQC0wLYAtsAAAAAAAACAQAAAAAAAAAoAAAAAAAAAAAAAAAAAAAC6A==}}

@inproceedings{surdeanu08conll,
	Author = {Surdeanu, Mihai and Johansson, Richard and Meyers, Adam and M\`{a}rquez, Llu\'{i}s and Nivre, Joakim},
	Booktitle = {Proceedings of the 12th Conference on Computational Natural Language Learning ({CoNLL-2008})},
	Date-Added = {2008-05-27 22:27:39 +0900},
	Date-Modified = {2008-05-27 22:27:59 +0900},
	Title = {The {CoNLL}-2008 Shared Task on Joint Parsing of Syntactic and Semantic Dependencies},
	Year = 2008}

@inproceedings{xue04calibrating,
	Author = {Nianwen Xue and Martha Palmer},
	Booktitle = {EMNLP '04: } # proc # emnlp,
	Date-Added = {2008-05-26 06:17:36 +0900},
	Date-Modified = {2008-05-26 06:18:53 +0900},
	Title = {Calibrating features for semantic role labeling},
	Year = {2004},
	Bdsk-File-1 = {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}}

@inproceedings{riedel08improving,
	Author = {Sebastian Riedel},
	Booktitle = {UAI '08: } # proc # uai,
	Date-Added = {2008-05-25 00:42:48 +0900},
	Date-Modified = {2008-05-25 00:44:48 +0900},
	Title = {Improving the Accuracy and Efficiency of MAP Inference for Markov Logic},
	Year = {2008}}

@article{crammer01ultraconservative,
	Address = {Cambridge, MA, USA},
	Author = {Koby Crammer and Yoram Singer},
	Date-Added = {2008-03-01 00:01:32 +0900},
	Date-Modified = {2008-05-14 22:01:32 +0900},
	Issn = {1533-7928},
	Journal = {Journal of Machine Learning Research},
	Pages = {951--991},
	Publisher = {MIT Press},
	Title = {Ultraconservative online algorithms for multiclass problems},
	Volume = {3},
	Year = {2003}}

@book{genesereth87logical,
	Author = {Genesereth, Michael and Nilsson, Nils J.},
	Date-Added = {2008-02-29 02:22:12 +0900},
	Date-Modified = {2008-02-29 02:23:01 +0900},
	Publisher = {Morgan Kaufmann},
	Title = {Logical Foundations of Artificial Intelligence},
	Year = {1987}}

@article{ng92probabilistic,
	Author = {Raymond T. Ng and V. S. Subrahmanian},
	Date-Added = {2008-02-29 02:03:46 +0900},
	Date-Modified = {2008-02-29 03:14:53 +0900},
	Journal = {Information and Computation},
	Number = {2},
	Pages = {150-201},
	Title = {Probabilistic Logic Programming},
	Volume = {101},
	Year = {1992}}

@inproceedings{sontag07newouter,
	Author = {D. Sontag and T. Jaakkola},
	Booktitle = {NIPS '07: Advances in } # nips # { 21},
	Date-Added = {2008-02-24 01:25:11 +0900},
	Date-Modified = {2008-05-14 21:54:34 +0900},
	Title = {New Outer Bounds on the Marginal Polytope},
	Year = {2007},
	Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNEHCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhdGjSDRobHFdOUy5kYXRhgAVPEQHEAAAAAAHEAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAAAADAaxeHSCsAAAAPFJMRU29uSmFhX25pcHMwNy5wZGYAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA8UlcNyDC8AAAAAAAAAAAACAAQAAAkgAAAAAAAAAAAAAAAAAAAADWN1dHRpbmcgcGxhbmUAABAACAAAwGqY9wAAABEACAAAw3GNnwAAAAEAFAAPFJMADxR6AA8UNgAPA3YAAGiFAAIATU1hY2ludG9zaCBIRDpVc2VyczpzZWJhc3RpYW46RG9jdW1lbnRzOlBhcGVyczpjdXR0aW5nIHBsYW5lOlNvbkphYV9uaXBzMDcucGRmAAAOACQAEQBTAG8AbgBKAGEAYQBfAG4AaQBwAHMAMAA3AC4AcABkAGYADwAaAAwATQBhAGMAaQBuAHQAbwBzAGgAIABIAEQAEgBAVXNlcnMvc2ViYXN0aWFuL0RvY3VtZW50cy9QYXBlcnMvY3V0dGluZyBwbGFuZS9Tb25KYWFfbmlwczA3LnBkZgATAAEvAAAVAAIAEP//AADSHh8gIVgkY2xhc3Nlc1okY2xhc3NuYW1loyEiI11OU011dGFibGVEYXRhVk5TRGF0YVhOU09iamVjdF8QNi4uLy4uL0RvY3VtZW50cy9QYXBlcnMvY3V0dGluZyBwbGFuZS9Tb25KYWFfbmlwczA3LnBkZtIeHyYnoicjXE5TRGljdGlvbmFyeQAIABEAGgAfACkAMgA3ADoAPwBBAFMAXABiAGkAcAB4AIMAhQCIAIoAjACPAJEAkwCdAKoArwC3ALkCgQKGAo8CmgKeAqwCswK8AvUC+gL9AAAAAAAAAgEAAAAAAAAAKAAAAAAAAAAAAAAAAAAAAwo=},
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@inproceedings{clarke07modelling,
	Author = {James Clarke and Mirella Lapata},
	Booktitle = {EMNLP-CoNLL '07: Proceedings of the 2007 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning},
	Date-Added = {2008-01-10 23:49:52 +0000},
	Date-Modified = {2008-05-14 21:29:12 +0900},
	Pages = {1--11},
	Title = {Modelling Compression with Discourse Constraints},
	Year = {2007}}

@book{William99model,
	Author = {H. Paul Williams},
	Date-Added = {2008-01-07 18:33:20 +0000},
	Date-Modified = {2008-01-07 18:33:28 +0000},
	Edition = {4th},
	Publisher = {Wiley},
	Title = {Model Building in Mathematical Programming},
	Year = 1999}

@article{darwen95third,
	Author = {Hugh Darwen and C. J. Date},
	Date-Added = {2008-01-07 02:39:21 +0000},
	Date-Modified = {2008-02-29 03:18:30 +0900},
	Journal = {SIGMOD Record},
	Number = {1},
	Pages = {39-49},
	Title = {The Third Manifesto},
	Volume = {24},
	Year = {1995}}

@inproceedings{domingos07structured,
	Author = {Pedro Domingos},
	Booktitle = {ILP '07: } # proc # ilp,
	Date-Added = {2007-12-14 22:01:45 +0000},
	Date-Modified = {2008-05-14 22:03:45 +0900},
	Title = {Structured Machine Learning: Ten Problems for the Next Ten Years},
	Year = {2007}}

@inproceedings{poole03firstorder,
	Author = {David Poole},
	Booktitle = {IJCAI 2003},
	Date-Added = {2007-11-25 19:42:25 +0000},
	Date-Modified = {2007-11-29 21:38:26 +0000},
	Pages = {985--991},
	Title = {First-order probabilistic inference},
	Year = {2003},
	Bdsk-File-1 = {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}}

@phdthesis{daume07searn,
	Author = {Hal Daume},
	Date-Added = {2007-10-16 17:08:11 +0100},
	Date-Modified = {2007-10-16 17:08:57 +0100},
	Title = {My PhD Thesis}}

@inproceedings{kersting00bayesian,
	Author = {Kersting, Kristian and De Raedt, Luc},
	Booktitle = ILP00WIP,
	Date-Added = {2007-09-18 23:59:33 +0100},
	Date-Modified = {2007-09-18 23:59:50 +0100},
	Editor = {J. Cussens and A. Frisch},
	Pages = {138--155},
	Title = {Bayesian Logic Programs},
	Url = {http://SunSITE.Informatik.RWTH-Aachen.DE/Publications/CEUR-WS/Vol-35/07-KerstingDeRaedt.ps},
	Year = 2000,
	Bdsk-Url-1 = {http://SunSITE.Informatik.RWTH-Aachen.DE/Publications/CEUR-WS/Vol-35/07-KerstingDeRaedt.ps}}

@inproceedings{grohe01when,
	Author = {Martin Grohe and Thomas Schwentick and Luc Segoufin},
	Booktitle = {STOC '01: } # proc # stoc,
	Date-Added = {2007-09-16 21:56:16 +0100},
	Date-Modified = {2008-05-14 22:06:27 +0900},
	Pages = {657-666},
	Title = {When is the evaluation of conjunctive queries tractable?},
	Year = {2001}}

@inproceedings{punyakanok05necessity,
	Author = {V. Punyakanok and D. Roth and W. Yih},
	Booktitle = {Proceedings of IJCAI 2005},
	Date-Added = {2007-09-16 19:30:04 +0100},
	Date-Modified = {2007-09-16 19:30:27 +0100},
	Title = {The Necessity of Syntactic Parsing for Semantic Role Labeling},
	Year = {2005}}

@inproceedings{punyakanok05generalized,
	Author = {V. Punyakanok and D. Roth and W. Yih},
	Booktitle = {CoNLL '05: } # proc # conll,
	Date-Added = {2007-09-16 19:29:19 +0100},
	Date-Modified = {2008-05-14 22:19:16 +0900},
	Editor = {Ido Dagan and Dan Gildea},
	Pages = {181--184},
	Title = {Generalized Inference with Multiple Semantic Role Labeling Systems},
	Year = {2005}}

@inproceedings{carreras05introduction,
	Author = {X. Carreras and L. Marquez},
	Booktitle = {CoNLL '05: Proceedings of the 9th Conference on Computational Natural Language Learning},
	Date-Added = {2007-09-16 19:20:09 +0100},
	Date-Modified = {2008-05-14 21:24:52 +0900},
	Text = {Xavier Carreras and Llu s M arquez. 2005. n Introduction to the CoNLL-2005 Shared Task: Semantic Role Labeling. In Proceedings of CoNLL-2005.},
	Title = {Introduction to the CoNLL-2005 Shared Task: Semantic Role Labeling},
	Year = {2005}}

@article{gottlob03complexity,
	Address = {Duluth, MN, USA},
	Author = {Georg Gottlob and Christos Papadimitriou},
	Date-Added = {2007-09-13 20:53:45 +0100},
	Date-Modified = {2007-09-13 20:53:59 +0100},
	Doi = {http://dx.doi.org/10.1016/S0890-5401(03)00012-9},
	Issn = {0890-5401},
	Journal = {Inf. Comput.},
	Number = {1},
	Pages = {104--122},
	Publisher = {Academic Press, Inc.},
	Title = {On the complexity of single-rule datalog queries},
	Volume = {183},
	Year = {2003},
	Bdsk-Url-1 = {http://dx.doi.org/10.1016/S0890-5401(03)00012-9}}

@techreport{hinrichs06herbrand,
	Author = {Timothy Hinrichs and Michael Genesereth},
	Date-Added = {2007-09-12 21:57:04 +0100},
	Date-Modified = {2007-09-12 21:58:51 +0100},
	Institution = {Stanford Logic Group},
	Title = {Herbrand Logic},
	Year = {2006}}

@techreport{kok05alchemy,
	Author = {Stanley Kok and Parag Singla and Matthew Richardson and Pedro Domingos},
	Date-Added = {2007-06-08 22:06:43 +0100},
	Date-Modified = {2007-06-08 22:07:44 +0100},
	Institution = {University of Washington},
	Title = {The Alchemy system for statistical relational AI},
	Year = {2005}}

@inproceedings{park02map,
	Author = {J. Park},
	Booktitle = {UAI '02: } # proc # uai,
	Date-Added = {2007-06-08 11:51:14 +0100},
	Date-Modified = {2008-05-14 22:11:16 +0900},
	Pages = {388--396},
	Text = {J. Park. MAP complexity results and approximation methods. In},
	Title = {MAP complexity results and approximation methods},
	Year = {2002}}

@inproceedings{anguelov04correlated,
	Author = {D. Anguelov and D. Koller and P. Srinivasan and S. Thrun and H.-C. Pang and J. Davis},
	Booktitle = {NIPS '04: Advances in } # nips,
	Date-Added = {2007-06-07 22:45:05 +0100},
	Date-Modified = {2008-05-14 21:56:33 +0900},
	Pages = {33--40},
	Title = {The correlated correspondence algorithm for unsupervised registration of nonrigid surfaces},
	Year = {2004}}

@inproceedings{singla06entity,
	Author = {Parag Singla and Pedro Domingos},
	Booktitle = {ICDM '06: } # proc # icdm,
	Date-Added = {2007-06-05 11:14:53 +0100},
	Date-Modified = {2008-05-14 22:37:55 +0900},
	Pages = {572-582},
	Title = {Entity Resolution with Markov Logic,},
	Year = {2006}}

@inproceedings{poon07joint,
	Author = {Hoifung Poon and Pedro Domingos},
	Booktitle = {AAAI '07: } # proc # aaai,
	Date-Added = {2007-06-05 11:08:35 +0100},
	Date-Modified = {2008-05-14 22:18:09 +0900},
	Title = {Joint Inference in Information Extraction},
	Year = {2007}}

@inproceedings{bilenko03adaptive,
	Author = {M. Bilenko and R. Mooney},
	Booktitle = {KDD '03: } # proc # kdd,
	Date-Added = {2007-06-05 05:51:44 +0100},
	Date-Modified = {2008-05-14 23:15:40 +0900},
	Pages = {39--48},
	Title = {Adaptive duplicate detection using learnable string similarity measures},
	Year = {2003}}

@inproceedings{tromble06fast,
	Address = {`},
	Author = {Roy W. Tromble and Jason Eisner},
	Booktitle = {HLT-NAACL '06: } # proc # hltnaacl,
	Date-Added = {2007-06-05 03:37:38 +0100},
	Date-Modified = {2008-05-14 22:46:19 +0900},
	Location = {New York, New York},
	Pages = {423--430},
	Title = {A fast finite-state relaxation method for enforcing global constraints on sequence decoding},
	Year = {2006},
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@article{dantzig54solution,
	Author = {G. B. Dantzig and R. Fulkerson and S. M. Johnson},
	Date-Added = {2007-06-05 03:13:08 +0100},
	Date-Modified = {2008-01-04 17:52:06 +0000},
	Journal = {Operations Research},
	Pages = {393-410},
	Title = {Solution of a large-scale traveling salesman problem},
	Volume = {2},
	Year = {1954}}

@inproceedings{singla06memory,
	Author = {Parag Singla and Pedro Domingos},
	Booktitle = {AAAI '06: } # proc # aaai,
	Date-Added = {2007-05-25 17:28:55 +0100},
	Date-Modified = {2008-05-14 22:41:02 +0900},
	Title = {Memory-Efficient Inference in Relational Domains},
	Year = {2006},
	Bdsk-File-1 = {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}}

@inproceedings{poon06sound,
	Author = {H. Poon and P. Domingos},
	Booktitle = {AAAI '06: } # proc # aaai,
	Date-Added = {2007-03-24 15:46:52 +0900},
	Date-Modified = {2008-05-14 22:12:38 +0900},
	Publisher = {AAAI Press},
	Title = {Sound and efficient inference with probabilistic and deterministic dependencies},
	Year = {2006},
	Bdsk-File-1 = {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}}

@inbook{domingos06missing,
	Author = {P. Domingos},
	Chapter = {What's Missing in AI: The Interface Layer},
	Date-Added = {2007-03-24 15:10:02 +0900},
	Date-Modified = {2008-05-14 21:32:32 +0900},
	Publisher = {AAAI Press},
	Title = {Artificial Intelligence: The. First Hundred Years},
	Year = {2006}}

@article{censor81rowaction,
	Author = {Yair Censor},
	Date-Added = {2007-03-18 19:17:02 +0000},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Journal = {SIAM Review},
	Month = {Oct.},
	Number = {4},
	Pages = {444-466},
	Title = {Row-Action Methods for Huge and Sparse Systems and Their Applications},
	Volume = {23},
	Year = {1981}}

@inproceedings{riedel06incremental,
	Author = {Sebastian Riedel and James Clarke},
	Booktitle = {EMNLP '06: } # proc # emnlp,
	Date-Added = {2007-03-17 20:40:59 +0000},
	Date-Modified = {2008-05-14 22:23:24 +0900},
	Pages = {129--137},
	Title = {Incremental Integer Linear Programming for Non-projective Dependency Parsing},
	Year = {2006}}

@inproceedings{ratnaparkhi96maximum,
	Address = {Somerset, New Jersey},
	Author = {Adwait Ratnaparkhi},
	Booktitle = {Proceedings of the Conference on Empirical Methods in Natural Language Processing},
	Date-Added = {2007-03-02 11:37:14 +0000},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Editor = {Eric Brill and Kenneth Church},
	Pages = {133--142},
	Publisher = {Association for Computational Linguistics},
	Title = {A Maximum Entropy Model for Part-of-Speech Tagging},
	Url = {citeseer.ist.psu.edu/ratnaparkhi96maximum.html},
	Year = {1996},
	Bdsk-Url-1 = {citeseer.ist.psu.edu/ratnaparkhi96maximum.html}}

@phdthesis{taskar04learning,
	Author = {Ben Taskar},
	Date-Added = {2007-02-27 00:27:44 +0000},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	School = {Stanford University},
	Title = {Learning Structured Prediction Models: a Large-Margin approach},
	Year = {2004},
	Bdsk-File-1 = {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}}

@inproceedings{yedidia00generalized,
	Author = {Jonathan S. Yedidia and William T. Freeman and Yair Weiss},
	Booktitle = {NIPS '00: Advances in } # nips,
	Date-Added = {2006-10-02 23:00:40 -0700},
	Date-Modified = {2008-05-14 22:42:59 +0900},
	Pages = {689-695},
	Title = {Generalized Belief Propagation},
	Url = {citeseer.ist.psu.edu/yedidia00generalized.html},
	Year = {2000},
	Bdsk-Url-1 = {citeseer.ist.psu.edu/yedidia00generalized.html},
	Bdsk-File-1 = {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}}

@inproceedings{krishnan06effective,
	Address = {Sydney, Australia},
	Author = {Krishnan, Vijay and Manning, Christopher D.},
	Booktitle = {Proceedings of the 21st International Conference on Computational Linguistics and 44th Annual Meeting of the Association for Computational Linguistics},
	Date-Added = {2006-09-20 23:43:59 -0700},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Month = {July},
	Pages = {1121--1128},
	Publisher = {Association for Computational Linguistics},
	Title = {An Effective Two-Stage Model for Exploiting Non-Local Dependencies in Named Entity Recognition},
	Url = {http://www.aclweb.org/anthology/P/P06/P06-1141},
	Year = {2006},
	Bdsk-Url-1 = {http://www.aclweb.org/anthology/P/P06/P06-1141}}

@inproceedings{finkel05incorporating,
	Address = {Ann Arbor, Michigan},
	Author = {Finkel, Jenny Rose and Grenager, Trond and Manning, Christopher},
	Booktitle = {Proceedings of the 43rd Annual Meeting of the Association for Computational Linguistics (ACL'05)},
	Date-Added = {2006-09-20 23:41:32 -0700},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Month = {June},
	Pages = {363--370},
	Publisher = {Association for Computational Linguistics},
	Title = {Incorporating Non-local Information into Information Extraction Systems by Gibbs Sampling},
	Url = {http://www.aclweb.org/anthology/P/P05/P05-1045},
	Year = {2005},
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@inproceedings{mccallum03toward,
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	Crossref = {DBLP:conf/ijcai/2003iiweb},
	Ee = {http://www.isi.edu/info-agents/workshops/ijcai03/papers/McCallum-ijcaiws.pdf},
	Pages = {79-84},
	Title = {Toward Conditional Models of Identity Uncertainty with Application to Proper Noun Coreference.},
	Year = {2003}}

@article{dempster77maximum,
	Author = {A. Dempster, N. Laird, and D. Rubin},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Journal = {Journal of the Royal Statistical Society, Series B},
	Owner = {s0349492},
	Pages = {pp. 1--38},
	Title = {Maximum likelihood from incomplete data via the em algorithm},
	Volume = {39},
	Year = {1977}}

@misc{abney96partial,
	Author = {S. Abney},
	Citeseerurl = {citeseer.ist.psu.edu/abney96partial.html},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Text = {Steven Abney. 1996. Partial parsing via finite-state cascades. In Workshop on Robust Parsing, 8th European Summer School in Logic, Language and Information, Prague, Czech Republic, pages 8--15.},
	Title = {Partial parsing via finite-state cascades},
	Year = {1996},
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@inproceedings{agichtein00snowball,
	Author = {Eugene Agichtein and Luis Gravano},
	Booktitle = {Proceedings of the Fifth {ACM} International Conference on Digital Libraries},
	Citeseerurl = {citeseer.ist.psu.edu/agichtein00snowball.html},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Title = {Snowball: Extracting Relations from Large Plain-Text Collections},
	Year = {2000},
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@inproceedings{yakushiji05biomedical,
	Author = {Akane Yakushiji, Yusuke Miyao, Yuka Tateisi, Jun'ichi Tsujii},
	Booktitle = {SMBM},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Title = {Biomedical Information Extraction with Predicate-Argument Structure Patterns},
	Year = {2005}}

@article{smith05regularisation,
	Author = {Andrew Smith, Miles Osborne},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Journal = {Lecture Notes in Computer Science},
	Owner = {s0349492},
	Pages = {896 - 907},
	Title = {Regularisation Techniques for Conditional Random Fields: Parameterised Versus Parameter-Free},
	Volume = {3651},
	Year = {2005}}

@misc{appelt99introduction,
	Author = {Douglas E. Appelt and David J. Israel},
	Comment = {Good Introduction, more focussed on Rule-Based Learning},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Keywords = {Information Extraction Rule-Based},
	Note = {Tutorial Prepared for IJCAI-99},
	Owner = {s0349492},
	Title = {Introduction to Information Extraction Technology},
	Year = {1999}}

@inproceedings{bikel02design,
	Author = {Daniel M. Bikel},
	Booktitle = {HLT 2002},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Title = {Design of a Multi-lingual, Parallel-processing Statistical Parsing Engine},
	Year = {2002}}

@inproceedings{bos05towards,
	Author = {Johan Bos},
	Booktitle = {Proceedings of IWCS-6, Tilburg, The Netherlands},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Title = {Towards Wide-Coverage Semantic Interpretation.},
	Year = {2005}}

@inproceedings{brants00tnt,
	Author = {T. Brants},
	Booktitle = {Proceedings of the 6th Applied NLP Conference},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Month = {May},
	Owner = {s0349492},
	Title = {TnT -- a statistical part-of-speech tagger},
	Year = {2000}}

@inproceedings{braz05lifted,
	Author = {R. de Salvo Braz and E. Amir and D. Roth},
	Booktitle = {IJCAI '05: Proceedings of the 2005 International Joint Conference on Artificial Intelligence},
	Comment = {Relational Inference; Probabilistic Relational (first order) Models; First-order probabilistic inference without propositionalization},
	Date-Modified = {2008-05-14 21:30:50 +0900},
	Owner = {s0349492},
	Pages = {1319--1125},
	Title = {Lifted First-order Probabilistic Inference},
	Year = {2005},
	Bdsk-File-1 = {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}}

@article{brill95transformation,
	Address = {Cambridge, MA, USA},
	Author = {Eric Brill},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Issn = {0891-2017},
	Journal = {Comput. Linguist.},
	Number = {4},
	Pages = {543--565},
	Publisher = {MIT Press},
	Title = {Transformation-based error-driven learning and natural language processing: a case study in part-of-speech tagging},
	Volume = {21},
	Year = {1995}}

@inproceedings{brin98extracting,
	Author = {Sergey Brin},
	Booktitle = {WebDB Workshop at 6th International Conference on Extending Database Technology, {EDBT}'98},
	Citeseerurl = {citeseer.ist.psu.edu/brin98extracting.html},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Title = {Extracting Patterns and Relations from the World Wide Web},
	Year = {1998},
	Bdsk-Url-1 = {http://citeseer.ist.psu.edu/citeseer.ist.psu.edu/brin98extracting.html}}

@article{bunescu04comparative,
	Abstract = {Automatically extracting information from biomedical text holds the promise of easily
	 consolidating large amounts of biological knowledge in computer-accessible
	 form. This strategy is particularly attractive for extracting data
	 relevant to genes of the human genome from the 11 million abstracts in
	 Medline. However, extraction efforts have been frustrated by the
	 lack of conventions for describing human genes and proteins. We have
	 developed and evaluated a variety of learned information extraction
	 systems for identifying human protein names in Medline abstracts
	 and subsequently extracting information on interactions between the
	 proteins. We demonstrate that machine learning approaches using support
	 vector machines and hidden Markov models are able to identify human
	 proteins with higher accuracy than several previous approaches. We also
	 demonstrate that various rule induction methods are able to identify
	 protein interactions more accurately than manually-developed rules.},
	Author = {Razvan Bunescu and Ruifang Ge and Rohit J. Kate and Edward M. Marcotte and Raymond J. Mooney and Arun Kumar Ramani and Yuk Wah Wong},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Editors = {Constantine D. Spyropoulos and Vangelis Karkaletsis},
	Journal = {Special Issue in the Journal Artificial Intelligence in Medicine on Summarization and Information Extraction from Medical Documents},
	Note = {To appear},
	Publisher = {Elsevier},
	Title = {Comparative Experiments on Learning Information Extractors for Proteins and their Interactions},
	Url = {http://www.cs.utexas.edu/users/ml/publication/paper.cgi?paper=bionlp-aimed-04.ps.gz},
	Volume = {31},
	Year = {2004},
	Bdsk-Url-1 = {http://www.cs.utexas.edu/users/ml/publication/paper.cgi?paper=bionlp-aimed-04.ps.gz}}

@inproceedings{bunescu05shortest,
	Author = {Razvan Bunescu and Raymond J. Mooney},
	Booktitle = {HLT/EMNLP 2005},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Title = {A Shortest Path Dependency Kernel for Relation Extraction},
	Year = {2005}}

@inproceedings{bunescu04collective,
	Address = {Barcelona, Spain},
	Author = {Razvan Bunescu and Raymond J. Mooney},
	Booktitle = {Proceedings of the 42nd Annual Meeting of the Association for Computational Linguistics (ACL-2004)},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Pages = {439--446},
	Title = {Collective Information Extraction with Relational {M}arkov Networks},
	Year = {2004}}

@inproceedings{bunescu05subsequence,
	Author = {Razvan C. Bunescu and Raymond J. Mooney},
	Booktitle = {Proceedings of EMNLP},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Title = {Subsequence Kernels for Relation Extraction},
	Year = {2005}}

@article{blaschke02framebased,
	Author = {Blaschke C and Valencia A.},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Journal = {IEEE Intelligent Systems},
	Owner = {s0349492},
	Pages = {14-20},
	Title = {The frame-based module of the Suiseki information extraction system},
	Volume = {17},
	Year = {2002}}

@inproceedings{sutton04dynamic,
	Author = {Charles Sutton, Khashayar Rohanimanesh and Andrew McCallum},
	Booktitle = {ICML 2004},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Title = {Dynamic Conditional Random Fields: Factorized Probabilistic Models for Labeling and Segmenting Sequence Data},
	Year = {2004}}

@article{charniak94costbased,
	Address = {Essex, UK},
	Author = {Eugene Charniak and Solomon Eyal Shimony},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Doi = {http://dx.doi.org/10.1016/0004-3702(94)90030-2},
	Issn = {0004-3702},
	Journal = {Artif. Intell.},
	Number = {2},
	Pages = {345--374},
	Publisher = {Elsevier Science Publishers Ltd.},
	Title = {Cost-based abduction and MAP explanation},
	Volume = {66},
	Year = {1994},
	Bdsk-Url-1 = {http://dx.doi.org/10.1016/0004-3702(94)90030-2}}

@inproceedings{clark04parsing,
	Author = {Stephen Clark and James R. Curran},
	Booktitle = {Proceedings of ACL},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Pages = {103-110},
	Title = {Parsing the {WSJ} Using {CCG} and Log-Linear Models},
	Year = {2004}}

@inproceedings{collins04incremental,
	Author = {Michael Collins and Brian Roark.},
	Booktitle = {ACL 2004},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Title = {Incremental parsing with the Perceptron algorithm.},
	Year = {2004}}

@inproceedings{crammer01ultraconservativeconf,
	Author = {Koby Crammer and Yoram Singer},
	Booktitle = {14th Annual Conference on Computational Learning Theory, {COLT} 2001 and 5th {E}uropean Conference on Computational Learning Theory, {EuroCOLT} 2001, Amsterdam, The Netherlands, July 2001, Proceedings},
	Date-Modified = {2008-03-01 00:01:24 +0900},
	Pages = {99--115},
	Publisher = {Springer, Berlin},
	Title = {Ultraconservative Online Algorithms for Multiclass Problems},
	Volume = {2111},
	Year = {2001}}

@misc{culotta05practical,
	Abstract = { {\sl Markov logic} is a highly
	 expressive language recently introduced to specify the connectivity of a
	 Markov network using first-order logic. While Markov logic is capable
	 of constructing arbitrary first-order formulae over the data, the
	 complexity of these formulae is often limited in practice because of the
	 size and connectivity of the resulting network. In this paper, we
	 present approximate inference and training methods that incrementally
	 instantiate portions of the network as needed to enable first-order
	 existential and universal quantifiers in {\sl Markov logic networks}.
	 When applied to the problem of object identification, this approach
	 results in a conditional probabilistic model that can reason about
	 objects, combining the expressivity of recently introduced BLOG models
	 with the predictive power of conditional training. We validate our
	 algorithms on the tasks of citation matching and author disambiguation.},
	Author = {Aron Culotta and Andrew McCallum},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Month = {June},
	Note = {Under Review},
	Title = {{Practical Markov logic containing first-order quantifiers with application to identity uncertainty}},
	Url = {http://www.cs.umass.edu/~culotta/pubs/culotta05practical.pdf},
	Year = {2005},
	Bdsk-Url-1 = {http://www.cs.umass.edu/~culotta/pubs/culotta05practical.pdf}}

@inproceedings{culotta04dependency,
	Abstract = {We extend previous work on tree kernels to estimate the similarity between the
	 dependency trees of sentences. Using this kernel within a Support
	 Vector Machine, we detect and classify relations between entities in
	 the Automatic Content Extraction (ACE) corpus of news articles. We
	 examine the utility of different features such as Wordnet hypernyms,
	 parts of speech, and entity types, and find that the dependency tree
	 kernel achieves a 20\% F1 improvement over a ``bag-of-words'' kernel.},
	Address = {Barcelona, Spain},
	Author = {Aron Culotta and Jeffery Sorensen},
	Booktitle = {42nd Annual Meeting of the Association for Computational Linguistics},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Title = {Dependency tree kernels for relation extraction},
	Url = {http://www.cs.umass.edu/~culotta/pubs/tkernel.pdf},
	Year = {2004},
	Bdsk-Url-1 = {http://www.cs.umass.edu/~culotta/pubs/tkernel.pdf}}

@inproceedings{cussens99loglinear,
	Author = {James Cussens},
	Booktitle = {Proceedings of the 15th Annual Conference on Uncertainty in {AI} ({UAI}'99)},
	Citeseerurl = {citeseer.ist.psu.edu/cussens99loglinear.html},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Editor = {Kathryn Blackmond Laskey and Henri Prade},
	Pages = {126--133},
	Publisher = {Morgan Kaufmann},
	Title = {Loglinear models for first-order probabilistic reasoning},
	Year = {1999},
	Bdsk-Url-1 = {http://citeseer.ist.psu.edu/citeseer.ist.psu.edu/cussens99loglinear.html}}

@inproceedings{daelemans96mbt,
	Author = {W. Daelemans and J. Zavrel and S. Berck},
	Booktitle = {Proceedings of the Fourth Workshop on Very Large Corpora},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Pages = {14--27},
	Title = {{MBT}: A Memory-Based Part of Speech Tagger-Generator},
	Url = {citeseer.ifi.unizh.ch/daelemans96mbt.html},
	Year = {1996},
	Bdsk-Url-1 = {citeseer.ifi.unizh.ch/daelemans96mbt.html}}

@inproceedings{dechter03simple,
	Author = {Rina Dechter, and Robert Mateescu},
	Booktitle = {Proceedings of UAI},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Title = {A Simple Insight into Iterative Belief Propagation s Success},
	Year = {2003}}

@article{zelenko03kernel,
	Author = {Dimitry Zelenko, Chinatsu Aone and Anthony Richardella},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Journal = {JMLR},
	Number = {6},
	Owner = {s0349492},
	Pages = {1083 - 1106},
	Title = {Kernel Methods for Relation Extraction},
	Volume = {3},
	Year = {2003}}

@inproceedings{ding05machine,
	Author = {Yuan Ding and Martha Palmer},
	Booktitle = {The 43rd Annual Meeting of the Association of Computational Linguistics, Ann Arbor 2005. (ACL-2005)},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Title = {Machine Translation Using Probabilistic Synchronous Dependency Insertion Grammars},
	Year = {2005}}

@inproceedings{domingos04unifying,
	Author = {Pedro Domingos and Matt Richardson},
	Booktitle = {Proceedings of the ICML-2004 Workshop on Statistical Relational Learning and its Connections to Other Fields, Banff, Canada: IMLS.},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Pages = {49-54},
	Title = {{Markov Logic}: A Unifying Framework for Statistical Relational Learning},
	Year = {2004}}

@article{dowling84linear,
	Author = {W. Dowling and J. Gallier},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Journal = {Journal of Logic Programming},
	Owner = {s0349492},
	Pages = {267-284},
	Title = {Linear-Time Algorithms for Testing the Satisfiability of Propositional Horn Formulas},
	Volume = {3},
	Year = {1984}}

@inproceedings{briscoe02high,
	Author = {E.J.Briscoe and J.Carroll},
	Booktitle = {Proc. of Int. Workshop on Parsing Technologies},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Opteditor = {H.Bunt and J.Carroll and G.Satta},
	Title = {High Precision Extraction of Grammatical Relations},
	Year = {2002}}

@misc{fisher95description,
	Author = {David Fisher and Stephen Soderland and Joseph McCarthy and Fangfang Feng and Wendy Lehnert},
	Citeseerurl = {citeseer.ist.psu.edu/fisher95description.html},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Text = {Fisher, D., Soderland, S., McCarthy, J., Feng, F. & Lehnert, W. (1995). Description of the UMass System as Used for MUC-6. In Proceedings of the Sixth Message Understanding Conference (MUC-6) (pp. 127-- 140). San Francisco: Morgan Kaufman.},
	Title = {Description of the UMass System as Used for MUC},
	Year = {1995},
	Bdsk-Url-1 = {http://citeseer.ist.psu.edu/citeseer.ist.psu.edu/fisher95description.html}}

@inproceedings{freitag00information,
	Author = {Dayne Freitag and Andrew McCallum},
	Booktitle = {{AAAI}/{IAAI}},
	Citeseerurl = {citeseer.ist.psu.edu/freitag00information.html},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Keywords = {Generative HMM Statistical Information Extraction},
	Pages = {584-589},
	Title = {Information Extraction with {HMM} Structures Learned by Stochastic Optimization},
	Year = {2000},
	Bdsk-Url-1 = {http://citeseer.ist.psu.edu/citeseer.ist.psu.edu/freitag00information.html}}

@inproceedings{freitag99information,
	Author = {Dayne Freitag and Andrew McCallum},
	Booktitle = {Proceedings of the AAAI-99 Workshop on Machine Learning for Informatino Extraction},
	Citeseerurl = {citeseer.ist.psu.edu/freitag99information.html},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Keywords = {Generative HMM Statistical Information Extraction},
	Note = {Cluster states and learn parameters for clustered states},
	Title = {Information extraction with HMMs and shrinkage},
	Year = {1999},
	Bdsk-Url-1 = {http://citeseer.ist.psu.edu/citeseer.ist.psu.edu/freitag99information.html}}

@inproceedings{germann01fast,
	Author = {Ulrich Germann and Michael Jahr and Kevin Knight and Daniel Marcu and Kenji Yamada},
	Booktitle = {Meeting of the Association for Computational Linguistics},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Pages = {228-235},
	Title = {Fast Decoding and Optimal Decoding for Machine Translation},
	Url = {citeseer.ist.psu.edu/germann01fast.html},
	Year = {2001},
	Bdsk-Url-1 = {citeseer.ist.psu.edu/germann01fast.html}}

@article{ghahramani98learning,
	Author = {Zoubin Ghahramani},
	Citeseerurl = {citeseer.ist.psu.edu/ghahramani97learning.html},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Journal = {Lecture Notes in Computer Science},
	Pages = {168--197},
	Title = {Learning Dynamic {Bayesian} Networks},
	Volume = {1387},
	Year = {1998},
	Bdsk-Url-1 = {http://citeseer.ist.psu.edu/citeseer.ist.psu.edu/ghahramani97learning.html}}

@article{gildea02automatic,
	Address = {Cambridge, MA, USA},
	Author = {Daniel Gildea and Daniel Jurafsky},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Doi = {http://dx.doi.org/10.1162/089120102760275983},
	Issn = {0891-2017},
	Journal = {Comput. Linguist.},
	Number = {3},
	Pages = {245--288},
	Publisher = {MIT Press},
	Title = {Automatic labeling of semantic roles},
	Volume = {28},
	Year = {2002},
	Bdsk-Url-1 = {http://dx.doi.org/10.1162/089120102760275983}}

@article{groetschel81ellipsoid,
	Author = {M. Gr\"{o}tschel and L. Lov\'{a}sz and A. Schrijver},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Journal = {Combinatorica},
	Pages = {169- 197},
	Title = {The ellipsoid method and its consequences in combina- torial optimization},
	Volume = {I},
	Year = {1981}}

@article{hasida94dynamics,
	Author = {K{\^o}iti Hasida},
	Bibsource = {DBLP, http://dblp.uni-trier.de},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Journal = {New Generation Comput.},
	Number = {3},
	Pages = {285-310},
	Title = {Dynamics of Symbos Systems.},
	Volume = {12},
	Year = {1994}}

@article{huang04discovering,
	Author = {Huang M, Zhu X, Hao Y, Payan DG, Qu K, Li M.},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Journal = {Bioinformatics. 2004},
	Month = {Dec},
	Owner = {s0349492},
	Pages = {3604-12},
	Title = {Discovering patterns to extract protein-protein interactions from full texts},
	Volume = {20},
	Year = {2004}}

@book{hudson84word,
	Author = {R. Hudson},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Publisher = {Blackwell},
	Title = {Word Grammar},
	Year = {1984}}

@techreport{hobbs93interpretation,
	Author = {Jerry R. Hobbs, Mark Stickel, Douglas Appelt and Paul Martin},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Institution = {Artifical Intelligence Center, SRI International},
	Owner = {s0349492},
	Title = {Interpretation as Abduction},
	Year = {1993}}

@article{jordan99introduction,
	Author = {Michael I. Jordan and Zoubin Ghahramani and Tommi Jaakkola and Lawrence K. Saul},
	Citeseerurl = {citeseer.ist.psu.edu/jordan98introduction.html},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Journal = {Machine Learning},
	Number = {2},
	Pages = {183-233},
	Title = {An Introduction to Variational Methods for Graphical Models},
	Volume = {37},
	Year = {1999},
	Bdsk-Url-1 = {http://citeseer.ist.psu.edu/citeseer.ist.psu.edu/jordan98introduction.html}}

@inproceedings{kambhatia04combining,
	Author = {Nanda Kambhatla},
	Booktitle = {ACL 2004 Postersession},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Title = {Combining Lexical, Syntactic, and Semantic Features with Maximum Entropy Models for Extracting Relations.},
	Year = {2004}}

@book{kamp93fromdiscourse,
	Author = {Hans Kamp and Uwe Reyle},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Publisher = {Kluwer Academic},
	Series = {Studies in Linguistics and Philosophy},
	Title = {From Discourse to Logic},
	Year = {1993}}

@inproceedings{kautz96general,
	Author = {H. Kautz and B. Selman and Y. Jiang},
	Booktitle = {The Satisfiability Problem: Theory and Applications (DIMACS Workshop)},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Title = {A general stochastic approach to solving problems with hard and soft constraints},
	Year = {1996}}

@techreport{kersting02basic,
	Author = {K. Kersting and L. De Raedt},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Institution = {University of Freiburg},
	Number = {174},
	Owner = {s0349492},
	Title = {Basic principles of learning Bayesian logic programs},
	Year = {2002}}

@inproceedings{klein02conditional,
	Author = {Dan Klein and Christopher D. Manning},
	Booktitle = {EMNLP},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Title = {Conditional Structure versus Conditional Estimation in NLP Models},
	Year = {2002}}

@inproceedings{koller99Probabilistic,
	Abstract = {Probabilistic models provide a sound and coherent foundation for
	 dealing with the noise and uncertainty encountered in most real-world
	 domains. Bayesian networks are a language for representing complex
	 probabilistic models in a compact and natural way. A Bayesian network can be
	 used to reason about any attribute in the domain, given any set of
	 observations. It can thus be used for a variety tasks, including
	 prediction, explanation, and decision making. The probabilistic semantics
	 also gives a strong foundation for the task of learning models from
	 data. Techniques currently exist for learning both the structure and
	 the parameters, for dealing with missing data and hidden variables,
	 and for discovering causal structure. One of the main limitations
	 of Bayesian networks is that they represent the world in terms of
	 a fixed set of ``attributes''. Like propositional logic, they are
	 incapable of reasoning explicitly about entities, and thus cannot
	 represent models over domains where the set of entities and the relations
	 between them are not fixed in advance. As a consequence, Bayesian
	 networks are limited in their ability to model large and complex
	 domains. Probabilistic relational models are a language for describing
	 probabilistic models based on the significantly more expressive basis of
	 relational logic. They allow the domain to be represented in terms of
	 entities, their properties, and the relations between them. These
	 models represent the uncertainty over the properties of an entity,
	 representing its probabilistic dependence both on other properties of
	 that entity and on properties of related entities. They can even
	 represent uncertainty over the relational structure itself. Some of the
	 techniques for Bayesian network learning can be generalized to this
	 setting, but the learning problem is far from solved. Probabilistic
	 relational models provide a new framework, and new challenges, for
	 the endeavor of learning relational models for real-world domains.},
	Author = {D. Koller},
	Booktitle = {ILP '99: } # proc # ilp,
	Date-Modified = {2008-05-14 22:09:03 +0900},
	Editor = {S. D\v{z}eroski and P. Flach},
	Keywords = {Probabilities},
	Pages = {3--13},
	Publisher = {SV},
	Series = {LNAI},
	Title = {Probabilistic Relational Models},
	Volume = {1634},
	Year = {1999}}

@inproceedings{koller97objectoriented,
	Author = {Daphne Koller and Avi Pfeffer},
	Booktitle = {Proceedings of the Thirteenth Conference on Uncertainty in Artificial Intelligence ({UAI}-97)},
	Citeseerurl = {citeseer.ist.psu.edu/koller97objectoriented.html},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Pages = {302--313},
	Title = {Object-Oriented Bayesian Networks},
	Year = {1997},
	Bdsk-Url-1 = {http://citeseer.ist.psu.edu/citeseer.ist.psu.edu/koller97objectoriented.html}}

@inproceedings{koo05hidden,
	Author = {Terry Koo and Michael Collins},
	Booktitle = {EMNLP 2005},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Title = {Hidden-Variable Models for Discriminative Reranking},
	Year = {2005}}

@inproceedings{lafferty01conditional,
	Author = {John Lafferty and Andrew McCallum and Fernando Pereira},
	Booktitle = {Proc. 18th International Conf. on Machine Learning},
	Citeseerurl = {citeseer.ist.psu.edu/lafferty01conditional.html},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Pages = {282--289},
	Publisher = {Morgan Kaufmann, San Francisco, CA},
	Title = {Conditional Random Fields: {P}robabilistic Models for Segmenting and Labeling Sequence Data},
	Year = {2001},
	Bdsk-Url-1 = {http://citeseer.ist.psu.edu/citeseer.ist.psu.edu/lafferty01conditional.html}}

@mastersthesis{leek97information,
	Address = {UC San Diego},
	Author = {T. R. Leek},
	Citeseerurl = {citeseer.ist.psu.edu/leek97information.html},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Howpublished = {Master's thesis, UC San Diego},
	Keywords = {Generative HMM Information Extraction Statistical},
	School = {UC San Diego},
	Title = {Information extraction using hidden {Markov} models},
	Year = {1997},
	Bdsk-Url-1 = {http://citeseer.ist.psu.edu/citeseer.ist.psu.edu/leek97information.html}}

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	Date-Modified = {2007-03-18 19:18:23 +0000},
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	Year = {2001},
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@inproceedings{malouf04wide,
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	Booktitle = {Proc. of IJCNLP-04 Workshop "Beyond Shallow Analyses"},
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	Owner = {s0349492},
	Title = {Wide coverage parsing with stochastic attribute value grammars},
	Year = {2004}}

@incollection{marslenwilson87against,
	Author = {W. Marslen-Wilson and L. K. Tyler},
	Booktitle = {Modularity in Knowledge Representation and Natural Language Understanding},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Editor = {J. L. Garfield},
	Owner = {s0349492},
	Pages = {37-62},
	Publisher = {MIT-Press, Cambridge, MA},
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	Year = {1987}}

@inproceedings{marthi03firstorder,
	Author = {B. Marthi and B. Milch and S. Russell},
	Booktitle = {IJCAI},
	Citeseerurl = {citeseer.ist.psu.edu/619286.html},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Keywords = {"Information Extraction" Generative},
	Note = {For Semistructured Citations, not free text},
	Text = {B. Marthi, B. Milch, and S. Russell. First-order probabilistic models for information extraction. In IJCAI 2003.},
	Title = {First-order probabilistic models for information extraction},
	Year = {2003},
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@article{wainwright03treebased,
	Author = {Martin J. Wainwright, Tommi Jaakkola, Alan S. Willsky},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Journal = {IEEE Transactions on Information Theory},
	Owner = {s0349492},
	Pages = {1120-1146},
	Title = {Tree-based reparameterization framework for analysis of sum-product and related algorithms},
	Volume = {49},
	Year = {2003}}

@inproceedings{mccallum03note,
	Author = {Andrew McCallum and David Jensen},
	Booktitle = {IJCAI03 Workshop on Learning Statistical Models from Relational Data},
	Citeseerurl = {citeseer.ist.psu.edu/mccallum03note.html},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Title = {A Note on the Unification of Information Extraction and Data Mining using Conditional-Probability, Relational Models},
	Year = {2003},
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@inproceedings{mcdonald05online,
	Author = {R. McDonald and K. Crammer and F. Pereira},
	Booktitle = {43rd Annual Meeting of the Association for Computational Linguistics, 2005},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Title = {Online Large-Margin Training of Dependency Parsers},
	Year = {2005}}

@inproceedings{mcdonald06online,
	Author = {R. McDonald and F. Pereira},
	Booktitle = {EACL2006},
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	Year = {2006}}

@inproceedings{mcdonald05nonprojective,
	Author = {R. McDonald and F. Pereira and K. Ribarov and J. Hajic},
	Booktitle = {HLT-EMNLP, 2005},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Title = {Non-Projective Dependency Parsing using Spanning Tree Algorithms},
	Year = {2005}}

@inproceedings{mccallum00maximum,
	Author = {Andrew Mc{C}allum and Dayne Freitag and Fernando Pereira},
	Booktitle = {Proc. 17th International Conf. on Machine Learning},
	Citeseerurl = {citeseer.ist.psu.edu/mccallum00maximum.html},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Keywords = {HMM Generative Information Extraction Statistical},
	Pages = {591--598},
	Publisher = {Morgan Kaufmann, San Francisco, CA},
	Title = {Maximum Entropy {M}arkov Models for Information Extraction and Segmentation},
	Year = {2000},
	Bdsk-Url-1 = {http://citeseer.ist.psu.edu/citeseer.ist.psu.edu/mccallum00maximum.html}}

@inproceedings{milch05blog,
	Author = {Brian Milch and Bhaskara Marthi and Stuart Russell and David Sontag and Daniel L. Ong and Andrey Kolobov},
	Booktitle = {Proceedings of the 19th International Joint Conference on Artificial Intelligence (IJCAI)},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Title = {BLOG: Probabilistic Models with Unknown Objects},
	Year = {2005}}

@inproceedings{milch04blog,
	Author = {Brian Milch and Bhaskara Marthi Stuart Russell},
	Booktitle = {ICML 2004 Workshop on Statistical Relational Learning and Its Connections to Other Fields},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Title = {BLOG: Relational Modeling with Unknown Objects},
	Year = {2004}}

@inproceedings{miller00novel,
	Author = {Scott Miller and Heidi Fox and Lance Ramshaw and Ralph Weischedel},
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	Date-Modified = {2007-03-18 19:18:23 +0000},
	Isbn = {0-000-00000-0},
	Location = {Seattle, Washington},
	Pages = {226--233},
	Publisher = {Morgan Kaufmann Publishers Inc.},
	Title = {A novel use of statistical parsing to extract information from text},
	Year = {2000}}

@incollection{muggleton99inductive,
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	Date-Modified = {2007-03-18 19:18:23 +0000},
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@phdthesis{murphy02dynamic,
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@techreport{neal93probabilistic,
	Author = {Neal, R. M.},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Institution = {Dept. of Computer Science, University of Toronto},
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@book{newell90unified,
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	Date-Modified = {2007-03-18 19:18:23 +0000},
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	Year = {2002}}

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@book{pearl88probabilistic,
	Address = {San Francisco, CA, USA},
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	Date-Modified = {2007-03-18 19:18:23 +0000},
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@inproceedings{peshkin03bayesian,
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@inproceedings{ray01representing,
	Author = {Soumya Ray and Mark Craven},
	Booktitle = {IJCAI},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Pages = {1273-1279},
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	Year = {2001}}

@unpublished{rennie03use,
	Author = {Jason Rennie},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Keywords = {Transfer},
	Month = {December},
	Note = {Nice overview paper},
	Owner = {s0349492},
	Title = {The Use of Transfer in Natural Language Processing},
	Year = {2003}}

@techreport{richardson05markov,
	Author = {Matthew Richardson and Pedro Domingos},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Institution = {University of Washington},
	Owner = {s0349492},
	Title = {Markov Logic Networks},
	Year = {2005}}

@inproceedings{riedel05genic,
	Author = {Sebastian Riedel and Ewan Klein},
	Booktitle = {Learning Language in Logic Workshop, ICML 2005},
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	Year = {2005}}

@misc{thebeast,
	Author = {Sebastian Riedel and Ivan Meza-Ruiz},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Title = {{Markov The Beast} - {Markov Logic} Software Platform {\bf URL\/}: \url{http://homepages.inf.ed.ac.uk/s0349492/thebeast}},
	Url = {http://homepages.inf.ed.ac.uk/cgi/s0349492/twiki/bin/view/TheBeast/WebHome},
	Year = {2005},
	Bdsk-Url-1 = {http://homepages.inf.ed.ac.uk/cgi/s0349492/twiki/bin/view/TheBeast/WebHome}}

@inproceedings{ross99probabilistic,
	Address = {Orlando, Florida, USA},
	Author = {Brian J. Ross},
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	Date-Modified = {2007-03-18 19:18:23 +0000},
	Editor = {Scott Brave and Annie S. Wu},
	Month = {13},
	Pages = {229--237},
	Title = {Probabilistic pattern matching and the evolution of stochastic regular expressions},
	Url = {citeseer.ist.psu.edu/ross00probabilistic.html},
	Year = {1999},
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@article{Roth96hardness,
	Author = {Roth, D.},
	Comment = {Hardness of Reasoning with Bayesian Networks; Exact inference is #P-Complete; Approximate Reasoning is NP-Hard.},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Journal = Artificial # Intelligence,
	Month = {Apr},
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@inproceedings{roth05integer,
	Author = {D. Roth and W. Yih},
	Booktitle = {ICML '05: } # proc # icml,
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	Date-Modified = {2008-05-14 22:33:57 +0900},
	Pages = {737--744},
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	Year = {2005}}

@inproceedings{roth04linear,
	Author = {D. Roth and W. Yih},
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	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
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@inproceedings{roth02probabilistic,
	Address = {Morristown, NJ, USA},
	Author = {Dan Roth and Wen-tau Yih},
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	Date-Modified = {2007-03-18 19:18:23 +0000},
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	Pages = {1--7},
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	Year = {2002}}

@inproceedings{roth01relational,
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	Date-Modified = {2007-03-18 19:18:23 +0000},
	Pages = {1257-1263},
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	Year = {2001},
	Bdsk-Url-1 = {http://citeseer.ist.psu.edu/citeseer.lcs.mit.edu/roth01relational.html}}

@inproceedings{harabagiu05shallow,
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	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
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	Year = {2005}}

@misc{Sasaki,
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@inproceedings{singla05discriminative,
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	Booktitle = {AAAI '05: } # proc # aaai,
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	Owner = {s0349492},
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	Year = {2005}}

@article{soderland99learning,
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	Citeseerurl = {citeseer.ist.psu.edu/soderland99learning.html},
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@book{steedman01syntactic,
	Author = {Mark Steedman},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Publisher = {The MIT Press},
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	Year = {2001}}

@techreport{sutton04collective,
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	Institution = {University of Massachusetts},
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@inproceedings{taskar02discriminative,
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	Pages = {485--492},
	Priority = {0},
	Title = {Discriminative probabilistic models for relational data},
	Year = {2002}}

@book{vapnik95nature,
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	Owner = {s0349492},
	Publisher = {Springer},
	Title = {The Nature of Statistical Learning Theory},
	Year = {1995}}

@phdthesis{warme98spanning,
	Author = {David Michael Warme},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	School = {University of Virginia},
	Title = {Spanning Trees in Hypergraphs with Application to Steiner Trees},
	Year = {1998}}

@inproceedings{wellner04integrated,
	Address = {Arlington, Virginia, United States},
	Author = {Ben Wellner and Andrew McCallum and Fuchun Peng and Michael Hay},
	Booktitle = {AUAI '04: Proceedings of the 20th conference on Uncertainty in artificial intelligence},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Isbn = {0-9749039-0-6},
	Location = {Banff, Canada},
	Pages = {593--601},
	Publisher = {AUAI Press},
	Title = {An integrated, conditional model of information extraction and coreference with application to citation matching},
	Year = {2004}}

@article{williams02linear,
	Author = {Justin C. Williams},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Journal = {Networks},
	Owner = {s0349492},
	Pages = {53--60},
	Title = {A linear-size zero - one programming model for the minimum spanning tree problem in planar graphs},
	Volume = {39},
	Year = {2002}}

@book{winston03introduction,
	Author = {Wayne L. Winston and Munirpallam Venkataramanan},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Publisher = {Brooks/Cole},
	Title = {Introduction to Mathematical Programming},
	Year = {2003}}

@inproceedings{yamada03statistical,
	Author = {Hiroyasu Yamada and Yuji Matsumoto},
	Booktitle = {Proceedings of IWPT},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Pages = {195--206},
	Title = {Statistical dependency analysis with support vector machines},
	Year = {2003}}

@article{yedidia05constructing,
	Author = {Yedidia, J.S. and Freeman, W.T. and Weiss, Y.},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Journal = {IEEE Transactions on Information Theory},
	Number = {7},
	Owner = {s0349492},
	Pages = {2282-2312},
	Title = {Constructing Free-Energy Approximations and Generalized Belief Propagation Algorithms},
	Volume = {51},
	Year = {2005},
	Bdsk-File-1 = {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}}

@inproceedings{tsuruoka05developing,
	Author = {Yoshimasa Tsuruoka, Yuka Tateishi, Jin-Dong Kim, Tomoko Ohta, John McNaught, Sophia Ananiadou, and Jun'ichi Tsujii},
	Booktitle = {Advances in Informatics - 10th Panhellenic Conference on Informatics},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Pages = {382-392},
	Title = {Developing a Robust Part-of-Speech Tagger for Biomedical Text},
	Year = {2005}}

@inproceedings{zhao05extracting,
	Author = {Shubin Zhao and Ralph Grishman},
	Booktitle = {Proceedings of ACL 2005},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Title = {Extracting Relations with Integrated Information Using Kernel Methods},
	Year = {2005}}

@inproceedings{zhou05exploring,
	Author = {Guodong Zhou and Jian Su and Jie Zhang},
	Booktitle = {Proceedings of IJCAI 2005},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Owner = {s0349492},
	Title = {Exploring Various Knowledge in Feature-based Relation Extraction},
	Year = {2005}}

@inproceedings{beek02alpino,
	Author = {L. {van der Beek} and G. Bouma and R. Malouf and G. {van Noord} and Leonoor {van der Beek} and Gosse Bouma and Robert Malouf and Gertjan {van Noord}},
	Booktitle = {Computational Linguistics in the Netherlands (CLIN)},
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Publisher = {Rodopi},
	Title = {The {Alpino} Dependency Treebank},
	Year = {2002}}

@book{belur91nearest,
	Date-Modified = {2007-03-18 19:18:23 +0000},
	Editor = {Belur V. Dasarathy},
	Owner = {s0349492},
	Title = {Nearest Neighbor (NN) Norms: NN Pattern Classification Techniques},
	Year = {1991}}
